Overview

Brought to you by YData

Dataset statistics

Number of variables	53
Number of observations	780
Missing cells	13881
Missing cells (%)	33.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.3 MiB
Average record size in memory	1.7 KiB

Variable types

Numeric	17
Categorical	12
Boolean	22
Text	2

Alerts

`Age` is highly overall correlated with `BMI` and 2 other fields	High correlation
`Alvarado_Score` is highly overall correlated with `Nausea` and 5 other fields	High correlation
`Appendicolith` is highly overall correlated with `Conglomerate_of_Bowel_Loops` and 5 other fields	High correlation
`Appendicular_Abscess` is highly overall correlated with `Conglomerate_of_Bowel_Loops` and 4 other fields	High correlation
`Appendix_Wall_Layers` is highly overall correlated with `Enteritis` and 3 other fields	High correlation
`Appendix_on_US` is highly overall correlated with `Target_Sign`	High correlation
`BMI` is highly overall correlated with `Age` and 2 other fields	High correlation
`Bowel_Wall_Thickening` is highly overall correlated with `Perforation` and 2 other fields	High correlation
`CRP` is highly overall correlated with `Ileus` and 1 other fields	High correlation
`Conglomerate_of_Bowel_Loops` is highly overall correlated with `Appendicolith` and 8 other fields	High correlation
`Coprostasis` is highly overall correlated with `Length_of_Stay` and 3 other fields	High correlation
`Coughing_Pain` is highly overall correlated with `Paedriatic_Appendicitis_Score`	High correlation
`Dysuria` is highly overall correlated with `Segmented_Neutrophils`	High correlation
`Enteritis` is highly overall correlated with `Appendicolith` and 8 other fields	High correlation
`Free_Fluids` is highly overall correlated with `US_Performed`	High correlation
`Height` is highly overall correlated with `Age` and 2 other fields	High correlation
`Hemoglobin` is highly overall correlated with `RBC_Count`	High correlation
`Ileus` is highly overall correlated with `Appendicular_Abscess` and 6 other fields	High correlation
`Ketones_in_Urine` is highly overall correlated with `Conglomerate_of_Bowel_Loops`	High correlation
`Length_of_Stay` is highly overall correlated with `Coprostasis` and 1 other fields	High correlation
`Loss_of_Appetite` is highly overall correlated with `Conglomerate_of_Bowel_Loops`	High correlation
`Lymph_Nodes_Location` is highly overall correlated with `Appendicolith` and 7 other fields	High correlation
`Meteorism` is highly overall correlated with `Enteritis` and 3 other fields	High correlation
`Nausea` is highly overall correlated with `Alvarado_Score` and 1 other fields	High correlation
`Neutrophil_Percentage` is highly overall correlated with `Alvarado_Score` and 3 other fields	High correlation
`Neutrophilia` is highly overall correlated with `Alvarado_Score` and 4 other fields	High correlation
`Paedriatic_Appendicitis_Score` is highly overall correlated with `Alvarado_Score` and 6 other fields	High correlation
`Pathological_Lymph_Nodes` is highly overall correlated with `Conglomerate_of_Bowel_Loops` and 3 other fields	High correlation
`Perforation` is highly overall correlated with `Appendicolith` and 7 other fields	High correlation
`Perfusion` is highly overall correlated with `Target_Sign` and 1 other fields	High correlation
`Peritonitis` is highly overall correlated with `Enteritis`	High correlation
`RBC_Count` is highly overall correlated with `Hemoglobin` and 1 other fields	High correlation
`RDW` is highly overall correlated with `Appendix_Wall_Layers` and 6 other fields	High correlation
`Segmented_Neutrophils` is highly overall correlated with `Alvarado_Score` and 10 other fields	High correlation
`Surrounding_Tissue_Reaction` is highly overall correlated with `US_Performed`	High correlation
`Target_Sign` is highly overall correlated with `Appendix_on_US` and 2 other fields	High correlation
`US_Performed` is highly overall correlated with `Appendicolith` and 15 other fields	High correlation
`WBC_Count` is highly overall correlated with `Alvarado_Score` and 4 other fields	High correlation
`Weight` is highly overall correlated with `Age` and 2 other fields	High correlation
`Lower_Right_Abd_Pain` is highly imbalanced (70.1%)	Imbalance
`WBC_in_Urine` is highly imbalanced (61.4%)	Imbalance
`Dysuria` is highly imbalanced (67.9%)	Imbalance
`Ipsilateral_Rebound_Tenderness` is highly imbalanced (66.7%)	Imbalance
`US_Performed` is highly imbalanced (87.0%)	Imbalance
`Meteorism` is highly imbalanced (60.3%)	Imbalance
`BMI` has 26 (3.3%) missing values	Missing
`Height` has 25 (3.2%) missing values	Missing
`Alvarado_Score` has 50 (6.4%) missing values	Missing
`Paedriatic_Appendicitis_Score` has 50 (6.4%) missing values	Missing
`Appendix_Diameter` has 282 (36.2%) missing values	Missing
`Contralateral_Rebound_Tenderness` has 13 (1.7%) missing values	Missing
`Coughing_Pain` has 14 (1.8%) missing values	Missing
`Loss_of_Appetite` has 8 (1.0%) missing values	Missing
`Neutrophil_Percentage` has 101 (12.9%) missing values	Missing
`Segmented_Neutrophils` has 726 (93.1%) missing values	Missing
`Neutrophilia` has 48 (6.2%) missing values	Missing
`RBC_Count` has 16 (2.1%) missing values	Missing
`Hemoglobin` has 16 (2.1%) missing values	Missing
`RDW` has 24 (3.1%) missing values	Missing
`Thrombocyte_Count` has 16 (2.1%) missing values	Missing
`Ketones_in_Urine` has 198 (25.4%) missing values	Missing
`RBC_in_Urine` has 204 (26.2%) missing values	Missing
`WBC_in_Urine` has 197 (25.3%) missing values	Missing
`CRP` has 9 (1.2%) missing values	Missing
`Dysuria` has 27 (3.5%) missing values	Missing
`Stool` has 15 (1.9%) missing values	Missing
`Psoas_Sign` has 35 (4.5%) missing values	Missing
`Ipsilateral_Rebound_Tenderness` has 161 (20.6%) missing values	Missing
`Free_Fluids` has 61 (7.8%) missing values	Missing
`Appendix_Wall_Layers` has 562 (72.1%) missing values	Missing
`Target_Sign` has 642 (82.3%) missing values	Missing
`Appendicolith` has 711 (91.2%) missing values	Missing
`Perfusion` has 717 (91.9%) missing values	Missing
`Perforation` has 699 (89.6%) missing values	Missing
`Surrounding_Tissue_Reaction` has 528 (67.7%) missing values	Missing
`Appendicular_Abscess` has 695 (89.1%) missing values	Missing
`Abscess_Location` has 767 (98.3%) missing values	Missing
`Pathological_Lymph_Nodes` has 577 (74.0%) missing values	Missing
`Lymph_Nodes_Location` has 659 (84.5%) missing values	Missing
`Bowel_Wall_Thickening` has 681 (87.3%) missing values	Missing
`Conglomerate_of_Bowel_Loops` has 737 (94.5%) missing values	Missing
`Ileus` has 720 (92.3%) missing values	Missing
`Coprostasis` has 709 (90.9%) missing values	Missing
`Meteorism` has 640 (82.1%) missing values	Missing
`Enteritis` has 714 (91.5%) missing values	Missing
`Gynecological_Findings` has 754 (96.7%) missing values	Missing
`CRP` has 167 (21.4%) zeros	Zeros

Reproduction

Analysis started	2024-11-03 21:27:29.610257
Analysis finished	2024-11-03 21:27:48.126357
Duration	18.52 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

Age
Real number (ℝ)

High correlation

Distinct	577
Distinct (%)	74.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.341831

Minimum	0
Maximum	18.36
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	12.2 KiB

Quantile statistics

Minimum	0
5-th percentile	4.7695
Q1	9.1975
median	11.44
Q3	14.04
95-th percentile	16.7605
Maximum	18.36
Range	18.36
Interquartile range (IQR)	4.8425

Descriptive statistics

Standard deviation	3.5298109
Coefficient of variation (CV)	0.31122055
Kurtosis	-0.16343353
Mean	11.341831
Median Absolute Deviation (MAD)	2.42
Skewness	-0.43925264
Sum	8846.6283
Variance	12.459565
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.05	6	0.8%
13.83	5	0.6%
10.9	5	0.6%
14.2	4	0.5%
11.38	4	0.5%
11.96	4	0.5%
11.27	4	0.5%
9.25	3	0.4%
8.47	3	0.4%
14.6	3	0.4%
Other values (567)	739	94.7%

Value	Count	Frequency (%)
0	1	0.1%
0.04	1	0.1%
0.53	1	0.1%
0.85	1	0.1%
1.73	1	0.1%
2.06	1	0.1%
2.13	1	0.1%
2.6	1	0.1%
2.8	1	0.1%
3.16	1	0.1%

Value	Count	Frequency (%)
18.36	1	0.1%
17.87	1	0.1%
17.82	1	0.1%
17.79	2	0.3%
17.72	1	0.1%
17.71	1	0.1%
17.66	1	0.1%
17.56	1	0.1%
17.52	1	0.1%
17.49	1	0.1%

BMI
Real number (ℝ)

High correlation Missing

Distinct	510
Distinct (%)	67.6%
Missing	26
Missing (%)	3.3%
Infinite	0
Infinite (%)	0.0%
Mean	18.905138

Minimum	7.83
Maximum	38.16
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.2 KiB

Quantile statistics

Minimum	7.83
5-th percentile	13.7065
Q1	15.7225
median	18.045
Q3	21.185
95-th percentile	27.728
Maximum	38.16
Range	30.33
Interquartile range (IQR)	5.4625

Descriptive statistics

Standard deviation	4.3879397
Coefficient of variation (CV)	0.23210302
Kurtosis	1.6878541
Mean	18.905138
Median Absolute Deviation (MAD)	2.635
Skewness	1.1327103
Sum	14254.474
Variance	19.254015
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	7	0.9%
17.6	7	0.9%
19.6	6	0.8%
17.3	5	0.6%
16.6	5	0.6%
17.7	5	0.6%
18.6	4	0.5%
14.1	4	0.5%
17.1	4	0.5%
15.9	4	0.5%
Other values (500)	703	90.1%
(Missing)	26	3.3%

Value	Count	Frequency (%)
7.83	1	0.1%
8.95	1	0.1%
10.9	1	0.1%
11.03	1	0.1%
11.34	1	0.1%
11.9	1	0.1%
12.15	1	0.1%
12.19	1	0.1%
12.25	1	0.1%
12.39	1	0.1%

Value	Count	Frequency (%)
38.16	1	0.1%
37	1	0.1%
35.49	1	0.1%
35.4	1	0.1%
35.38	1	0.1%
33.3	1	0.1%
33.1	1	0.1%
33.08	1	0.1%
32.37	1	0.1%
32.18	1	0.1%

Sex
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	1
Missing (%)	0.1%
Memory size	47.2 KiB

male	403
female	376

Length

Max length	6
Median length	4
Mean length	4.9653402
Min length	4

Characters and Unicode

Total characters	3868
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	female
2nd row	male
3rd row	female
4th row	female
5th row	female

Common Values

Value	Count	Frequency (%)
male	403	51.7%
female	376	48.2%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	403	51.7%
female	376	48.3%

Most occurring characters

Value	Count	Frequency (%)
e	1155	29.9%
m	779	20.1%
a	779	20.1%
l	779	20.1%
f	376	9.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3868	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	1155	29.9%
m	779	20.1%
a	779	20.1%
l	779	20.1%
f	376	9.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3868	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	1155	29.9%
m	779	20.1%
a	779	20.1%
l	779	20.1%
f	376	9.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3868	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	1155	29.9%
m	779	20.1%
a	779	20.1%
l	779	20.1%
f	376	9.7%

Height
Real number (ℝ)

High correlation Missing

Distinct	187
Distinct (%)	24.8%
Missing	25
Missing (%)	3.2%
Infinite	0
Infinite (%)	0.0%
Mean	147.99762

Minimum	53
Maximum	192
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.2 KiB

Quantile statistics

Minimum	53
5-th percentile	109.85
Q1	137
median	149.5
Q3	163
95-th percentile	176
Maximum	192
Range	139
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	19.737546
Coefficient of variation (CV)	0.13336394
Kurtosis	0.6938215
Mean	147.99762
Median Absolute Deviation (MAD)	13
Skewness	-0.67793562
Sum	111738.2
Variance	389.57071
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
158	20	2.6%
140	20	2.6%
165	16	2.1%
160	16	2.1%
164	15	1.9%
152	14	1.8%
151	14	1.8%
143	14	1.8%
161	13	1.7%
166	13	1.7%
Other values (177)	600	76.9%
(Missing)	25	3.2%

Value	Count	Frequency (%)
53	1	0.1%
83.5	1	0.1%
87.7	1	0.1%
90	2	0.3%
92	2	0.3%
94.6	1	0.1%
95	1	0.1%
96	1	0.1%
96.3	1	0.1%
97	1	0.1%

Value	Count	Frequency (%)
192	1	0.1%
190	2	0.3%
188	1	0.1%
185	1	0.1%
184	1	0.1%
183	3	0.4%
182.5	1	0.1%
182	3	0.4%
181.5	1	0.1%
181	5	0.6%

Weight
Real number (ℝ)

High correlation

Distinct	268
Distinct (%)	34.4%
Missing	2
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	43.158625

Minimum	3.96
Maximum	103
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.2 KiB

Quantile statistics

Minimum	3.96
5-th percentile	17.925
Q1	29.5
median	41.3
Q3	54
95-th percentile	74.405
Maximum	103
Range	99.04
Interquartile range (IQR)	24.5

Descriptive statistics

Standard deviation	17.39783
Coefficient of variation (CV)	0.40311363
Kurtosis	0.026790455
Mean	43.158625
Median Absolute Deviation (MAD)	12.7
Skewness	0.52779278
Sum	33577.41
Variance	302.68448
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	23	2.9%
33	16	2.1%
45	16	2.1%
53	14	1.8%
39	13	1.7%
54	13	1.7%
40	13	1.7%
52	12	1.5%
36	12	1.5%
56	12	1.5%
Other values (258)	634	81.3%

Value	Count	Frequency (%)
3.96	1	0.1%
12	1	0.1%
12.2	1	0.1%
12.5	4	0.5%
12.7	1	0.1%
13	2	0.3%
13.4	1	0.1%
14	2	0.3%
14.2	1	0.1%
14.5	1	0.1%

Value	Count	Frequency (%)
103	1	0.1%
99	1	0.1%
98	1	0.1%
97	1	0.1%
95	2	0.3%
94.1	1	0.1%
92	1	0.1%
89	1	0.1%
88.8	1	0.1%
88	1	0.1%

Length_of_Stay
Real number (ℝ)

High correlation

Distinct	19
Distinct (%)	2.4%
Missing	3
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	4.2857143

Minimum	1
Maximum	28
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.2 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	3
Q3	5
95-th percentile	9
Maximum	28
Range	27
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.5753019
Coefficient of variation (CV)	0.60090377
Kurtosis	17.512047
Mean	4.2857143
Median Absolute Deviation (MAD)	1
Skewness	3.2440989
Sum	3330
Variance	6.6321797
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
3	344	44.1%
4	123	15.8%
2	78	10.0%
5	74	9.5%
6	39	5.0%
7	37	4.7%
8	33	4.2%
9	17	2.2%
10	9	1.2%
1	5	0.6%
Other values (9)	18	2.3%

Value	Count	Frequency (%)
1	5	0.6%
2	78	10.0%
3	344	44.1%
4	123	15.8%
5	74	9.5%
6	39	5.0%
7	37	4.7%
8	33	4.2%
9	17	2.2%
10	9	1.2%

Value	Count	Frequency (%)
28	1	0.1%
21	2	0.3%
20	1	0.1%
19	1	0.1%
17	1	0.1%
14	3	0.4%
13	2	0.3%
12	4	0.5%
11	3	0.4%
10	9	1.2%

Alvarado_Score
Real number (ℝ)

High correlation Missing

Distinct	11
Distinct (%)	1.5%
Missing	50
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	5.9219178

Minimum	0
Maximum	10
Zeros	2
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	12.2 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
median	6
Q3	8
95-th percentile	9
Maximum	10
Range	10
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.1559721
Coefficient of variation (CV)	0.36406654
Kurtosis	-0.80373691
Mean	5.9219178
Median Absolute Deviation (MAD)	2
Skewness	-0.11706601
Sum	4323
Variance	4.6482158
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
5	115	14.7%
8	108	13.8%
7	106	13.6%
6	106	13.6%
4	95	12.2%
9	70	9.0%
3	57	7.3%
2	47	6.0%
10	23	2.9%
0	2	0.3%
(Missing)	50	6.4%

Value	Count	Frequency (%)
0	2	0.3%
1	1	0.1%
2	47	6.0%
3	57	7.3%
4	95	12.2%
5	115	14.7%
6	106	13.6%
7	106	13.6%
8	108	13.8%
9	70	9.0%

Value	Count	Frequency (%)
10	23	2.9%
9	70	9.0%
8	108	13.8%
7	106	13.6%
6	106	13.6%
5	115	14.7%
4	95	12.2%
3	57	7.3%
2	47	6.0%
1	1	0.1%

Paedriatic_Appendicitis_Score
Real number (ℝ)

High correlation Missing

Distinct	11
Distinct (%)	1.5%
Missing	50
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	5.2534247

Minimum	0
Maximum	10
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	12.2 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
median	5
Q3	7
95-th percentile	9
Maximum	10
Range	10
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.9584562
Coefficient of variation (CV)	0.37279609
Kurtosis	-0.43804158
Mean	5.2534247
Median Absolute Deviation (MAD)	1
Skewness	0.19507244
Sum	3835
Variance	3.8355507
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
6	145	18.6%
4	142	18.2%
5	118	15.1%
7	88	11.3%
3	81	10.4%
8	55	7.1%
2	51	6.5%
9	30	3.8%
10	13	1.7%
1	6	0.8%
(Missing)	50	6.4%

Value	Count	Frequency (%)
0	1	0.1%
1	6	0.8%
2	51	6.5%
3	81	10.4%
4	142	18.2%
5	118	15.1%
6	145	18.6%
7	88	11.3%
8	55	7.1%
9	30	3.8%

Value	Count	Frequency (%)
10	13	1.7%
9	30	3.8%
8	55	7.1%
7	88	11.3%
6	145	18.6%
5	118	15.1%
4	142	18.2%
3	81	10.4%
2	51	6.5%
1	6	0.8%

Appendix_on_US
Boolean

High correlation

Distinct	2
Distinct (%)	0.3%
Missing	3
Missing (%)	0.4%
Memory size	7.6 KiB

True	504
False	273
(Missing)	3

Value	Count	Frequency (%)
True	504	64.6%
False	273	35.0%
(Missing)	3	0.4%

Appendix_Diameter
Real number (ℝ)

Missing

Distinct	78
Distinct (%)	15.7%
Missing	282
Missing (%)	36.2%
Infinite	0
Infinite (%)	0.0%
Mean	7.7626506

Minimum	2.7
Maximum	17
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.2 KiB

Quantile statistics

Minimum	2.7
5-th percentile	4
Q1	6
median	7.5
Q3	9.1
95-th percentile	12
Maximum	17
Range	14.3
Interquartile range (IQR)	3.1

Descriptive statistics

Standard deviation	2.5366708
Coefficient of variation (CV)	0.32677895
Kurtosis	-0.04946378
Mean	7.7626506
Median Absolute Deviation (MAD)	1.5
Skewness	0.50788373
Sum	3865.8
Variance	6.4346988
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	47	6.0%
9	46	5.9%
7	43	5.5%
10	42	5.4%
6	42	5.4%
5	34	4.4%
12	23	2.9%
11	23	2.9%
4	19	2.4%
7.5	10	1.3%
Other values (68)	169	21.7%
(Missing)	282	36.2%

Value	Count	Frequency (%)
2.7	1	0.1%
2.9	1	0.1%
3	2	0.3%
3.2	1	0.1%
3.5	5	0.6%
3.7	3	0.4%
3.8	1	0.1%
4	19	2.4%
4.2	1	0.1%
4.3	2	0.3%

Value	Count	Frequency (%)
17	1	0.1%
15	4	0.5%
14	5	0.6%
13.2	1	0.1%
13	8	1.0%
12.7	1	0.1%
12	23	2.9%
11.9	1	0.1%
11.8	1	0.1%
11.4	1	0.1%

Migratory_Pain
Boolean

Distinct	2
Distinct (%)	0.3%
Missing	7
Missing (%)	0.9%
Memory size	7.6 KiB

False	562
True	211
(Missing)	7

Value	Count	Frequency (%)
False	562	72.1%
True	211	27.1%
(Missing)	7	0.9%

Lower_Right_Abd_Pain
Boolean

Imbalance

Distinct	2
Distinct (%)	0.3%
Missing	6
Missing (%)	0.8%
Memory size	7.6 KiB

True	733
False	41
(Missing)	6

Value	Count	Frequency (%)
True	733	94.0%
False	41	5.3%
(Missing)	6	0.8%

Contralateral_Rebound_Tenderness
Boolean

Missing

Distinct	2
Distinct (%)	0.3%
Missing	13
Missing (%)	1.7%
Memory size	7.6 KiB

False	469
True	298
(Missing)	13

Value	Count	Frequency (%)
False	469	60.1%
True	298	38.2%
(Missing)	13	1.7%

Coughing_Pain
Boolean

High correlation Missing

Distinct	2
Distinct (%)	0.3%
Missing	14
Missing (%)	1.8%
Memory size	7.6 KiB

False	548
True	218
(Missing)	14

Value	Count	Frequency (%)
False	548	70.3%
True	218	27.9%
(Missing)	14	1.8%

Nausea
Boolean

High correlation

Distinct	2
Distinct (%)	0.3%
Missing	6
Missing (%)	0.8%
Memory size	7.6 KiB

True	453
False	321
(Missing)	6

Value	Count	Frequency (%)
True	453	58.1%
False	321	41.2%
(Missing)	6	0.8%

Loss_of_Appetite
Boolean

High correlation Missing

Distinct	2
Distinct (%)	0.3%
Missing	8
Missing (%)	1.0%
Memory size	7.6 KiB

True	392
False	380
(Missing)	8

Value	Count	Frequency (%)
True	392	50.3%
False	380	48.7%
(Missing)	8	1.0%

Body_Temperature
Real number (ℝ)

Distinct	46
Distinct (%)	5.9%
Missing	5
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	37.404516

Minimum	26.9
Maximum	40.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.2 KiB

Quantile statistics

Minimum	26.9
5-th percentile	36.2
Q1	36.8
median	37.2
Q3	37.9
95-th percentile	39
Maximum	40.2
Range	13.3
Interquartile range (IQR)	1.1

Descriptive statistics

Standard deviation	0.90367767
Coefficient of variation (CV)	0.024159587
Kurtosis	22.988866
Mean	37.404516
Median Absolute Deviation (MAD)	0.5
Skewness	-1.4752416
Sum	28988.5
Variance	0.81663332
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
37	76	9.7%
36.8	76	9.7%
37.2	62	7.9%
37.8	46	5.9%
37.4	34	4.4%
37.5	33	4.2%
38.2	27	3.5%
37.3	27	3.5%
38	27	3.5%
36.9	27	3.5%
Other values (36)	340	43.6%

Value	Count	Frequency (%)
26.9	1	0.1%
35.6	1	0.1%
35.8	1	0.1%
35.9	2	0.3%
36	15	1.9%
36.1	3	0.4%
36.2	19	2.4%
36.3	12	1.5%
36.4	18	2.3%
36.5	18	2.3%

Value	Count	Frequency (%)
40.2	1	0.1%
40	3	0.4%
39.9	1	0.1%
39.8	3	0.4%
39.7	1	0.1%
39.6	2	0.3%
39.5	4	0.5%
39.4	3	0.4%
39.3	2	0.3%
39.2	6	0.8%

WBC_Count
Real number (ℝ)

High correlation

Distinct	210
Distinct (%)	27.1%
Missing	4
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	12.670683

Minimum	2.6
Maximum	37.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.2 KiB

Quantile statistics

Minimum	2.6
5-th percentile	5.675
Q1	8.2
median	12
Q3	16.2
95-th percentile	21.925
Maximum	37.7
Range	35.1
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	5.3665245
Coefficient of variation (CV)	0.4235387
Kurtosis	0.6407844
Mean	12.670683
Median Absolute Deviation (MAD)	3.9
Skewness	0.7601294
Sum	9832.45
Variance	28.799586
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.1	12	1.5%
8.7	11	1.4%
7	11	1.4%
6.9	10	1.3%
8.6	9	1.2%
16.1	9	1.2%
8.4	8	1.0%
13.1	8	1.0%
11	8	1.0%
8.2	8	1.0%
Other values (200)	682	87.4%

Value	Count	Frequency (%)
2.6	1	0.1%
3.5	2	0.3%
4	2	0.3%
4.1	1	0.1%
4.2	1	0.1%
4.3	1	0.1%
4.4	2	0.3%
4.5	1	0.1%
4.6	1	0.1%
4.7	1	0.1%

Value	Count	Frequency (%)
37.7	1	0.1%
33.6	1	0.1%
33.3	1	0.1%
30.5	1	0.1%
29.9	1	0.1%
28.8	1	0.1%
28.2	1	0.1%
27.5	1	0.1%
27.3	1	0.1%
26.9	1	0.1%

Neutrophil_Percentage
Real number (ℝ)

High correlation Missing

Distinct	355
Distinct (%)	52.3%
Missing	101
Missing (%)	12.9%
Infinite	0
Infinite (%)	0.0%
Mean	71.791163

Minimum	27.2
Maximum	97.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.2 KiB

Quantile statistics

Minimum	27.2
5-th percentile	44.49
Q1	61.4
median	75.5
Q3	83.6
95-th percentile	90
Maximum	97.7
Range	70.5
Interquartile range (IQR)	22.2

Descriptive statistics

Standard deviation	14.463656
Coefficient of variation (CV)	0.20146848
Kurtosis	-0.50141713
Mean	71.791163
Median Absolute Deviation (MAD)	9.5
Skewness	-0.65522756
Sum	48746.2
Variance	209.19736
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
79	8	1.0%
84.5	7	0.9%
68.4	7	0.9%
84	7	0.9%
80	7	0.9%
88	6	0.8%
87.1	5	0.6%
77	5	0.6%
80.8	5	0.6%
81	5	0.6%
Other values (345)	617	79.1%
(Missing)	101	12.9%

Value	Count	Frequency (%)
27.2	1	0.1%
29.5	1	0.1%
29.7	1	0.1%
32.2	1	0.1%
35.1	1	0.1%
36.1	1	0.1%
36.7	1	0.1%
38.6	2	0.3%
38.7	1	0.1%
39.5	1	0.1%

Value	Count	Frequency (%)
97.7	1	0.1%
94.2	1	0.1%
94.1	1	0.1%
93.9	1	0.1%
93.8	1	0.1%
93.7	1	0.1%
93.4	1	0.1%
93.2	1	0.1%
92.9	1	0.1%
92.4	1	0.1%

Segmented_Neutrophils
Real number (ℝ)

High correlation Missing

Distinct	39
Distinct (%)	72.2%
Missing	726
Missing (%)	93.1%
Infinite	0
Infinite (%)	0.0%
Mean	64.92963

Minimum	32
Maximum	91
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.2 KiB

Quantile statistics

Minimum	32
5-th percentile	38.65
Q1	54.5
median	64.5
Q3	77.5
95-th percentile	86.35
Maximum	91
Range	59
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	15.085025
Coefficient of variation (CV)	0.23232883
Kurtosis	-0.57252716
Mean	64.92963
Median Absolute Deviation (MAD)	10.5
Skewness	-0.34764779
Sum	3506.2
Variance	227.55797
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
54	3	0.4%
63	3	0.4%
73	2	0.3%
82	2	0.3%
61	2	0.3%
74	2	0.3%
59	2	0.3%
62	2	0.3%
68	2	0.3%
83	2	0.3%
Other values (29)	32	4.1%
(Missing)	726	93.1%

Value	Count	Frequency (%)
32	1	0.1%
33	1	0.1%
38	1	0.1%
39	2	0.3%
41	1	0.1%
46	2	0.3%
51	1	0.1%
52	1	0.1%
53	1	0.1%
54	3	0.4%

Value	Count	Frequency (%)
91	1	0.1%
88	1	0.1%
87	1	0.1%
86	1	0.1%
84	1	0.1%
83	2	0.3%
82.2	1	0.1%
82	2	0.3%
81	1	0.1%
80	1	0.1%

Neutrophilia
Boolean

High correlation Missing

Distinct	2
Distinct (%)	0.3%
Missing	48
Missing (%)	6.2%
Memory size	7.6 KiB

False	371
True	361
(Missing)	48

Value	Count	Frequency (%)
False	371	47.6%
True	361	46.3%
(Missing)	48	6.2%

RBC_Count
Real number (ℝ)

High correlation Missing

Distinct	171
Distinct (%)	22.4%
Missing	16
Missing (%)	2.1%
Infinite	0
Infinite (%)	0.0%
Mean	4.7994895

Minimum	3.62
Maximum	14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.2 KiB

Quantile statistics

Minimum	3.62
5-th percentile	4.2315
Q1	4.5375
median	4.78
Q3	5.02
95-th percentile	5.4285
Maximum	14
Range	10.38
Interquartile range (IQR)	0.4825

Descriptive statistics

Standard deviation	0.49901226
Coefficient of variation (CV)	0.10397195
Kurtosis	150.75063
Mean	4.7994895
Median Absolute Deviation (MAD)	0.24
Skewness	8.3163317
Sum	3666.81
Variance	0.24901324
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.93	16	2.1%
4.73	13	1.7%
4.74	13	1.7%
4.54	13	1.7%
4.59	12	1.5%
4.61	12	1.5%
4.56	12	1.5%
4.92	11	1.4%
4.9	11	1.4%
4.77	11	1.4%
Other values (161)	640	82.1%
(Missing)	16	2.1%

Value	Count	Frequency (%)
3.62	1	0.1%
3.75	1	0.1%
3.79	1	0.1%
3.8	1	0.1%
3.83	1	0.1%
3.85	1	0.1%
3.87	1	0.1%
3.92	1	0.1%
3.96	1	0.1%
3.98	1	0.1%

Value	Count	Frequency (%)
14	1	0.1%
6.44	1	0.1%
6	1	0.1%
5.99	1	0.1%
5.96	1	0.1%
5.94	1	0.1%
5.87	1	0.1%
5.81	1	0.1%
5.79	1	0.1%
5.77	1	0.1%

Hemoglobin
Real number (ℝ)

High correlation Missing

Distinct	65
Distinct (%)	8.5%
Missing	16
Missing (%)	2.1%
Infinite	0
Infinite (%)	0.0%
Mean	13.380497

Minimum	8.2
Maximum	36
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.2 KiB

Quantile statistics

Minimum	8.2
5-th percentile	11.6
Q1	12.6
median	13.3
Q3	14
95-th percentile	15.285
Maximum	36
Range	27.8
Interquartile range (IQR)	1.4

Descriptive statistics

Standard deviation	1.3932713
Coefficient of variation (CV)	0.10412702
Kurtosis	90.411226
Mean	13.380497
Median Absolute Deviation (MAD)	0.7
Skewness	5.5775313
Sum	10222.7
Variance	1.941205
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.5	38	4.9%
12.9	33	4.2%
13.2	32	4.1%
13.1	32	4.1%
12.8	28	3.6%
13.9	28	3.6%
14	28	3.6%
13.6	27	3.5%
13.8	25	3.2%
12.6	24	3.1%
Other values (55)	469	60.1%

Value	Count	Frequency (%)
8.2	1	0.1%
9.7	1	0.1%
10	2	0.3%
10.1	1	0.1%
10.3	1	0.1%
10.6	5	0.6%
10.7	2	0.3%
10.9	3	0.4%
11.1	1	0.1%
11.2	2	0.3%

Value	Count	Frequency (%)
36	1	0.1%
17.5	1	0.1%
16.6	1	0.1%
16.5	2	0.3%
16.4	1	0.1%
16.3	3	0.4%
16.2	1	0.1%
16.1	2	0.3%
16	1	0.1%
15.8	5	0.6%

RDW
Real number (ℝ)

High correlation Missing

Distinct	53
Distinct (%)	7.0%
Missing	24
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	13.180291

Minimum	11.2
Maximum	86.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.2 KiB

Quantile statistics

Minimum	11.2
5-th percentile	11.8
Q1	12.3
median	12.7
Q3	13.3
95-th percentile	14.5
Maximum	86.9
Range	75.7
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	4.5387743
Coefficient of variation (CV)	0.3443607
Kurtosis	231.54216
Mean	13.180291
Median Absolute Deviation (MAD)	0.5
Skewness	14.963061
Sum	9964.3
Variance	20.600472
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.6	57	7.3%
12.7	46	5.9%
12.9	43	5.5%
12.8	42	5.4%
12.5	41	5.3%
12.4	37	4.7%
12.2	36	4.6%
12.1	36	4.6%
12.3	35	4.5%
13.1	34	4.4%
Other values (43)	349	44.7%

Value	Count	Frequency (%)
11.2	1	0.1%
11.3	1	0.1%
11.5	3	0.4%
11.6	7	0.9%
11.7	11	1.4%
11.8	16	2.1%
11.9	29	3.7%
12	23	2.9%
12.1	36	4.6%
12.2	36	4.6%

Value	Count	Frequency (%)
86.9	1	0.1%
84.6	1	0.1%
79.2	1	0.1%
21.6	1	0.1%
18.7	1	0.1%
18	1	0.1%
16.5	1	0.1%
16.3	1	0.1%
16.1	1	0.1%
15.9	1	0.1%

Thrombocyte_Count
Real number (ℝ)

Missing

Distinct	260
Distinct (%)	34.0%
Missing	16
Missing (%)	2.1%
Infinite	0
Infinite (%)	0.0%
Mean	285.25262

Minimum	91
Maximum	708
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.2 KiB

Quantile statistics

Minimum	91
5-th percentile	183.45
Q1	236
median	276
Q3	330
95-th percentile	413.85
Maximum	708
Range	617
Interquartile range (IQR)	94

Descriptive statistics

Standard deviation	72.494373
Coefficient of variation (CV)	0.25414096
Kurtosis	1.596332
Mean	285.25262
Median Absolute Deviation (MAD)	44
Skewness	0.69868611
Sum	217933
Variance	5255.4341
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
234	10	1.3%
221	9	1.2%
267	9	1.2%
277	8	1.0%
245	8	1.0%
250	8	1.0%
305	8	1.0%
233	8	1.0%
223	8	1.0%
275	8	1.0%
Other values (250)	680	87.2%
(Missing)	16	2.1%

Value	Count	Frequency (%)
91	1	0.1%
98	1	0.1%
99	1	0.1%
110	1	0.1%
126	1	0.1%
128	1	0.1%
134	1	0.1%
146	2	0.3%
151	3	0.4%
152	1	0.1%

Value	Count	Frequency (%)
708	1	0.1%
546	1	0.1%
542	1	0.1%
531	1	0.1%
508	1	0.1%
497	1	0.1%
490	1	0.1%
473	1	0.1%
466	1	0.1%
457	2	0.3%

Ketones_in_Urine
Categorical

High correlation Missing

Distinct	4
Distinct (%)	0.7%
Missing	198
Missing (%)	25.4%
Memory size	46.0 KiB

no	332
+++	124
+	77
++	49

Length

Max length	3
Median length	2
Mean length	2.080756
Min length	1

Characters and Unicode

Total characters	1211
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	++
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	332	42.6%
+++	124	15.9%
+	77	9.9%
++	49	6.3%
(Missing)	198	25.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	332	57.0%
	250	43.0%

Most occurring characters

Value	Count	Frequency (%)
+	547	45.2%
n	332	27.4%
o	332	27.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1211	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
+	547	45.2%
n	332	27.4%
o	332	27.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1211	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
+	547	45.2%
n	332	27.4%
o	332	27.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1211	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
+	547	45.2%
n	332	27.4%
o	332	27.4%

RBC_in_Urine
Categorical

Missing

Distinct	4
Distinct (%)	0.7%
Missing	204
Missing (%)	26.2%
Memory size	45.9 KiB

no	442
+	88
+++	30
++	16

Length

Max length	3
Median length	2
Mean length	1.8993056
Min length	1

Characters and Unicode

Total characters	1094
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	+
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	442	56.7%
+	88	11.3%
+++	30	3.8%
++	16	2.1%
(Missing)	204	26.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	442	76.7%
	134	23.3%

Most occurring characters

Value	Count	Frequency (%)
n	442	40.4%
o	442	40.4%
+	210	19.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1094	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	442	40.4%
o	442	40.4%
+	210	19.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1094	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	442	40.4%
o	442	40.4%
+	210	19.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1094	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	442	40.4%
o	442	40.4%
+	210	19.2%

WBC_in_Urine
Categorical

Imbalance Missing

Distinct	4
Distinct (%)	0.7%
Missing	197
Missing (%)	25.3%
Memory size	45.9 KiB

no	501
+	51
++	19
+++	12

Length

Max length	3
Median length	2
Mean length	1.9331046
Min length	1

Characters and Unicode

Total characters	1127
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	501	64.2%
+	51	6.5%
++	19	2.4%
+++	12	1.5%
(Missing)	197	25.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	501	85.9%
	82	14.1%

Most occurring characters

Value	Count	Frequency (%)
n	501	44.5%
o	501	44.5%
+	125	11.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1127	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	501	44.5%
o	501	44.5%
+	125	11.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1127	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	501	44.5%
o	501	44.5%
+	125	11.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1127	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	501	44.5%
o	501	44.5%
+	125	11.1%

CRP
Real number (ℝ)

High correlation Missing Zeros

Distinct	146
Distinct (%)	18.9%
Missing	9
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	31.3869

Minimum	0
Maximum	365
Zeros	167
Zeros (%)	21.4%
Negative	0
Negative (%)	0.0%
Memory size	12.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	7
Q3	33
95-th percentile	166
Maximum	365
Range	365
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	57.433854
Coefficient of variation (CV)	1.8298671
Kurtosis	9.5693455
Mean	31.3869
Median Absolute Deviation (MAD)	7
Skewness	2.9324191
Sum	24199.3
Variance	3298.6476
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	167	21.4%
1	83	10.6%
3	29	3.7%
2	29	3.7%
4	26	3.3%
6	23	2.9%
5	20	2.6%
8	16	2.1%
7	16	2.1%
15	15	1.9%
Other values (136)	347	44.5%

Value	Count	Frequency (%)
0	167	21.4%
1	83	10.6%
1.3	1	0.1%
2	29	3.7%
3	29	3.7%
4	26	3.3%
5	20	2.6%
6	23	2.9%
7	16	2.1%
8	16	2.1%

Value	Count	Frequency (%)
365	1	0.1%
355	1	0.1%
353	1	0.1%
328	1	0.1%
323	1	0.1%
316	1	0.1%
306	1	0.1%
293	1	0.1%
278	1	0.1%
275	1	0.1%

Dysuria
Boolean

High correlation Imbalance Missing

Distinct	2
Distinct (%)	0.3%
Missing	27
Missing (%)	3.5%
Memory size	7.6 KiB

False	709
True	44
(Missing)	27

Value	Count	Frequency (%)
False	709	90.9%
True	44	5.6%
(Missing)	27	3.5%

Stool
Categorical

Missing

Distinct	4
Distinct (%)	0.5%
Missing	15
Missing (%)	1.9%
Memory size	48.8 KiB

normal	549
diarrhea	128
constipation	87
constipation, diarrhea	1

Length

Max length	22
Median length	6
Mean length	7.0379085
Min length	6

Characters and Unicode

Total characters	5384
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	normal
2nd row	normal
3rd row	constipation
4th row	normal
5th row	constipation

Common Values

Value	Count	Frequency (%)
normal	549	70.4%
diarrhea	128	16.4%
constipation	87	11.2%
constipation, diarrhea	1	0.1%
(Missing)	15	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
normal	549	71.7%
diarrhea	129	16.8%
constipation	88	11.5%

Most occurring characters

Value	Count	Frequency (%)
a	895	16.6%
r	807	15.0%
n	725	13.5%
o	725	13.5%
m	549	10.2%
l	549	10.2%
i	305	5.7%
t	176	3.3%
d	129	2.4%
h	129	2.4%
Other values (6)	395	7.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5384	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	895	16.6%
r	807	15.0%
n	725	13.5%
o	725	13.5%
m	549	10.2%
l	549	10.2%
i	305	5.7%
t	176	3.3%
d	129	2.4%
h	129	2.4%
Other values (6)	395	7.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5384	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	895	16.6%
r	807	15.0%
n	725	13.5%
o	725	13.5%
m	549	10.2%
l	549	10.2%
i	305	5.7%
t	176	3.3%
d	129	2.4%
h	129	2.4%
Other values (6)	395	7.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5384	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	895	16.6%
r	807	15.0%
n	725	13.5%
o	725	13.5%
m	549	10.2%
l	549	10.2%
i	305	5.7%
t	176	3.3%
d	129	2.4%
h	129	2.4%
Other values (6)	395	7.3%

Peritonitis
Categorical

High correlation

Distinct	3
Distinct (%)	0.4%
Missing	7
Missing (%)	0.9%
Memory size	45.9 KiB

no	540
local	192
generalized	41

Length

Max length	11
Median length	2
Mean length	3.2225097
Min length	2

Characters and Unicode

Total characters	2491
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	540	69.2%
local	192	24.6%
generalized	41	5.3%
(Missing)	7	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	540	69.9%
local	192	24.8%
generalized	41	5.3%

Most occurring characters

Value	Count	Frequency (%)
o	732	29.4%
n	581	23.3%
l	425	17.1%
a	233	9.4%
c	192	7.7%
e	123	4.9%
g	41	1.6%
r	41	1.6%
i	41	1.6%
z	41	1.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2491	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	732	29.4%
n	581	23.3%
l	425	17.1%
a	233	9.4%
c	192	7.7%
e	123	4.9%
g	41	1.6%
r	41	1.6%
i	41	1.6%
z	41	1.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2491	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	732	29.4%
n	581	23.3%
l	425	17.1%
a	233	9.4%
c	192	7.7%
e	123	4.9%
g	41	1.6%
r	41	1.6%
i	41	1.6%
z	41	1.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2491	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	732	29.4%
n	581	23.3%
l	425	17.1%
a	233	9.4%
c	192	7.7%
e	123	4.9%
g	41	1.6%
r	41	1.6%
i	41	1.6%
z	41	1.6%

Psoas_Sign
Boolean

Missing

Distinct	2
Distinct (%)	0.3%
Missing	35
Missing (%)	4.5%
Memory size	7.6 KiB

False	511
True	234
(Missing)	35

Value	Count	Frequency (%)
False	511	65.5%
True	234	30.0%
(Missing)	35	4.5%

Ipsilateral_Rebound_Tenderness
Boolean

Imbalance Missing

Distinct	2
Distinct (%)	0.3%
Missing	161
Missing (%)	20.6%
Memory size	7.6 KiB

False	581
True	38
(Missing)	161

Value	Count	Frequency (%)
False	581	74.5%
True	38	4.9%
(Missing)	161	20.6%

US_Performed
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.3%
Missing	3
Missing (%)	0.4%
Memory size	7.6 KiB

True	763
False	14
(Missing)	3

Value	Count	Frequency (%)
True	763	97.8%
False	14	1.8%
(Missing)	3	0.4%

Free_Fluids
Boolean

High correlation Missing

Distinct	2
Distinct (%)	0.3%
Missing	61
Missing (%)	7.8%
Memory size	7.6 KiB

False	409
True	310
(Missing)	61

Value	Count	Frequency (%)
False	409	52.4%
True	310	39.7%
(Missing)	61	7.8%

Appendix_Wall_Layers
Categorical

High correlation Missing

Distinct	4
Distinct (%)	1.8%
Missing	562
Missing (%)	72.1%
Memory size	48.6 KiB

intact	132
raised	76
partially raised	9
upset	1

Length

Max length	16
Median length	6
Mean length	6.4082569
Min length	5

Characters and Unicode

Total characters	1397
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.5%

Sample

1st row	intact
2nd row	intact
3rd row	intact
4th row	intact
5th row	intact

Common Values

Value	Count	Frequency (%)
intact	132	16.9%
raised	76	9.7%
partially raised	9	1.2%
upset	1	0.1%
(Missing)	562	72.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
intact	132	58.1%
raised	85	37.4%
partially	9	4.0%
upset	1	0.4%

Most occurring characters

Value	Count	Frequency (%)
t	274	19.6%
a	235	16.8%
i	226	16.2%
n	132	9.4%
c	132	9.4%
r	94	6.7%
s	86	6.2%
e	86	6.2%
d	85	6.1%
l	18	1.3%
Other values (4)	29	2.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1397	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	274	19.6%
a	235	16.8%
i	226	16.2%
n	132	9.4%
c	132	9.4%
r	94	6.7%
s	86	6.2%
e	86	6.2%
d	85	6.1%
l	18	1.3%
Other values (4)	29	2.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1397	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	274	19.6%
a	235	16.8%
i	226	16.2%
n	132	9.4%
c	132	9.4%
r	94	6.7%
s	86	6.2%
e	86	6.2%
d	85	6.1%
l	18	1.3%
Other values (4)	29	2.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1397	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	274	19.6%
a	235	16.8%
i	226	16.2%
n	132	9.4%
c	132	9.4%
r	94	6.7%
s	86	6.2%
e	86	6.2%
d	85	6.1%
l	18	1.3%
Other values (4)	29	2.1%

Target_Sign
Boolean

High correlation Missing

Distinct	2
Distinct (%)	1.4%
Missing	642
Missing (%)	82.3%
Memory size	7.6 KiB

True	87
False	51
(Missing)	642

Value	Count	Frequency (%)
True	87	11.2%
False	51	6.5%
(Missing)	642	82.3%

Appendicolith
Categorical

High correlation Missing

Distinct	3
Distinct (%)	4.3%
Missing	711
Missing (%)	91.2%
Memory size	48.5 KiB

yes	33
no	33
suspected	3

Length

Max length	9
Median length	3
Mean length	2.7826087
Min length	2

Characters and Unicode

Total characters	192
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	suspected
2nd row	yes
3rd row	no
4th row	no
5th row	yes

Common Values

Value	Count	Frequency (%)
yes	33	4.2%
no	33	4.2%
suspected	3	0.4%
(Missing)	711	91.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
yes	33	47.8%
no	33	47.8%
suspected	3	4.3%

Most occurring characters

Value	Count	Frequency (%)
e	39	20.3%
s	39	20.3%
y	33	17.2%
n	33	17.2%
o	33	17.2%
u	3	1.6%
p	3	1.6%
c	3	1.6%
t	3	1.6%
d	3	1.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	192	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	39	20.3%
s	39	20.3%
y	33	17.2%
n	33	17.2%
o	33	17.2%
u	3	1.6%
p	3	1.6%
c	3	1.6%
t	3	1.6%
d	3	1.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	192	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	39	20.3%
s	39	20.3%
y	33	17.2%
n	33	17.2%
o	33	17.2%
u	3	1.6%
p	3	1.6%
c	3	1.6%
t	3	1.6%
d	3	1.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	192	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	39	20.3%
s	39	20.3%
y	33	17.2%
n	33	17.2%
o	33	17.2%
u	3	1.6%
p	3	1.6%
c	3	1.6%
t	3	1.6%
d	3	1.6%

Perfusion
Categorical

High correlation Missing

Distinct	4
Distinct (%)	6.3%
Missing	717
Missing (%)	91.9%
Memory size	49.1 KiB

hyperperfused	31
hypoperfused	28
no	3
present	1

Length

Max length	13
Median length	12
Mean length	11.936508
Min length	2

Characters and Unicode

Total characters	752
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	1.6%

Sample

1st row	hyperperfused
2nd row	hypoperfused
3rd row	hyperperfused
4th row	hyperperfused
5th row	hyperperfused

Common Values

Value	Count	Frequency (%)
hyperperfused	31	4.0%
hypoperfused	28	3.6%
no	3	0.4%
present	1	0.1%
(Missing)	717	91.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
hyperperfused	31	49.2%
hypoperfused	28	44.4%
no	3	4.8%
present	1	1.6%

Most occurring characters

Value	Count	Frequency (%)
e	151	20.1%
p	119	15.8%
r	91	12.1%
s	60	8.0%
h	59	7.8%
y	59	7.8%
f	59	7.8%
u	59	7.8%
d	59	7.8%
o	31	4.1%
Other values (2)	5	0.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	752	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	151	20.1%
p	119	15.8%
r	91	12.1%
s	60	8.0%
h	59	7.8%
y	59	7.8%
f	59	7.8%
u	59	7.8%
d	59	7.8%
o	31	4.1%
Other values (2)	5	0.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	752	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	151	20.1%
p	119	15.8%
r	91	12.1%
s	60	8.0%
h	59	7.8%
y	59	7.8%
f	59	7.8%
u	59	7.8%
d	59	7.8%
o	31	4.1%
Other values (2)	5	0.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	752	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	151	20.1%
p	119	15.8%
r	91	12.1%
s	60	8.0%
h	59	7.8%
y	59	7.8%
f	59	7.8%
u	59	7.8%
d	59	7.8%
o	31	4.1%
Other values (2)	5	0.7%

Perforation
Categorical

High correlation Missing

Distinct	4
Distinct (%)	4.9%
Missing	699
Missing (%)	89.6%
Memory size	48.5 KiB

no	34
yes	29
not excluded	15
suspected	3

Length

Max length	12
Median length	9
Mean length	4.4691358
Min length	2

Characters and Unicode

Total characters	362
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	34	4.4%
yes	29	3.7%
not excluded	15	1.9%
suspected	3	0.4%
(Missing)	699	89.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	34	35.4%
yes	29	30.2%
not	15	15.6%
excluded	15	15.6%
suspected	3	3.1%

Most occurring characters

Value	Count	Frequency (%)
e	65	18.0%
n	49	13.5%
o	49	13.5%
s	35	9.7%
d	33	9.1%
y	29	8.0%
t	18	5.0%
c	18	5.0%
u	18	5.0%
	15	4.1%
Other values (3)	33	9.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	362	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	65	18.0%
n	49	13.5%
o	49	13.5%
s	35	9.7%
d	33	9.1%
y	29	8.0%
t	18	5.0%
c	18	5.0%
u	18	5.0%
	15	4.1%
Other values (3)	33	9.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	362	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	65	18.0%
n	49	13.5%
o	49	13.5%
s	35	9.7%
d	33	9.1%
y	29	8.0%
t	18	5.0%
c	18	5.0%
u	18	5.0%
	15	4.1%
Other values (3)	33	9.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	362	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	65	18.0%
n	49	13.5%
o	49	13.5%
s	35	9.7%
d	33	9.1%
y	29	8.0%
t	18	5.0%
c	18	5.0%
u	18	5.0%
	15	4.1%
Other values (3)	33	9.1%

Surrounding_Tissue_Reaction
Boolean

High correlation Missing

Distinct	2
Distinct (%)	0.8%
Missing	528
Missing (%)	67.7%
Memory size	7.6 KiB

True	208
False	44
(Missing)	528

Value	Count	Frequency (%)
True	208	26.7%
False	44	5.6%
(Missing)	528	67.7%

Appendicular_Abscess
Categorical

High correlation Missing

Distinct	3
Distinct (%)	3.5%
Missing	695
Missing (%)	89.1%
Memory size	48.4 KiB

no	65
yes	19
suspected	1

Length

Max length	9
Median length	2
Mean length	2.3058824
Min length	2

Characters and Unicode

Total characters	196
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	1.2%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	65	8.3%
yes	19	2.4%
suspected	1	0.1%
(Missing)	695	89.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	65	76.5%
yes	19	22.4%
suspected	1	1.2%

Most occurring characters

Value	Count	Frequency (%)
n	65	33.2%
o	65	33.2%
e	21	10.7%
s	21	10.7%
y	19	9.7%
u	1	0.5%
p	1	0.5%
c	1	0.5%
t	1	0.5%
d	1	0.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	196	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	65	33.2%
o	65	33.2%
e	21	10.7%
s	21	10.7%
y	19	9.7%
u	1	0.5%
p	1	0.5%
c	1	0.5%
t	1	0.5%
d	1	0.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	196	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	65	33.2%
o	65	33.2%
e	21	10.7%
s	21	10.7%
y	19	9.7%
u	1	0.5%
p	1	0.5%
c	1	0.5%
t	1	0.5%
d	1	0.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	196	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	65	33.2%
o	65	33.2%
e	21	10.7%
s	21	10.7%
y	19	9.7%
u	1	0.5%
p	1	0.5%
c	1	0.5%
t	1	0.5%
d	1	0.5%

Abscess_Location
Text

Missing

Distinct	7
Distinct (%)	53.8%
Missing	767
Missing (%)	98.3%
Memory size	30.8 KiB

Length

Max length	22
Median length	19
Mean length	12.307692
Min length	7

Characters and Unicode

Total characters	160
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5 ?
Unique (%)	38.5%

Sample

1st row	Douglas
2nd row	retrovesikal
3rd row	rechter Unterbauch
4th row	Douglas
5th row	Douglas

Value	Count	Frequency (%)
douglas	6	28.6%
rechter	3	14.3%
unterbauch	2	9.5%
mittelbauch	2	9.5%
retrovesikal	1	4.8%
perityphlitisch	1	4.8%
an	1	4.8%
den	1	4.8%
m	1	4.8%
psoas	1	4.8%
Other values (2)	2	9.5%

Most occurring characters

Value	Count	Frequency (%)
e	16	10.0%
a	13	8.1%
r	13	8.1%
t	13	8.1%
s	11	6.9%
u	10	6.2%
l	10	6.2%
h	10	6.2%
c	9	5.6%
	8	5.0%
Other values (14)	47	29.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	160	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	16	10.0%
a	13	8.1%
r	13	8.1%
t	13	8.1%
s	11	6.9%
u	10	6.2%
l	10	6.2%
h	10	6.2%
c	9	5.6%
	8	5.0%
Other values (14)	47	29.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	160	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	16	10.0%
a	13	8.1%
r	13	8.1%
t	13	8.1%
s	11	6.9%
u	10	6.2%
l	10	6.2%
h	10	6.2%
c	9	5.6%
	8	5.0%
Other values (14)	47	29.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	160	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	16	10.0%
a	13	8.1%
r	13	8.1%
t	13	8.1%
s	11	6.9%
u	10	6.2%
l	10	6.2%
h	10	6.2%
c	9	5.6%
	8	5.0%
Other values (14)	47	29.4%

Pathological_Lymph_Nodes
Boolean

High correlation Missing

Distinct	2
Distinct (%)	1.0%
Missing	577
Missing (%)	74.0%
Memory size	7.6 KiB

True	154
False	49
(Missing)	577

Value	Count	Frequency (%)
True	154	19.7%
False	49	6.3%
(Missing)	577	74.0%

Lymph_Nodes_Location
Categorical

High correlation Missing

Distinct	26
Distinct (%)	21.5%
Missing	659
Missing (%)	84.5%
Memory size	49.3 KiB

mesenterial	37
re UB	22
rechter Unterbauch	20
reUB	12
re MB	3
Other values (21)	27

Length

Max length	30
Median length	27
Mean length	10.719008
Min length	2

Characters and Unicode

Total characters	1297
Distinct characters	34
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	16 ?
Unique (%)	13.2%

Sample

1st row	reUB
2nd row	reUB
3rd row	reUB
4th row	re UB
5th row	Ileozökal

Common Values

Value	Count	Frequency (%)
mesenterial	37	4.7%
re UB	22	2.8%
rechter Unterbauch	20	2.6%
reUB	12	1.5%
re MB	3	0.4%
ileocoecal	3	0.4%
MB	2	0.3%
re UB	2	0.3%
ileocöcal	2	0.3%
rechter Unter- und Mittelbauch	2	0.3%
Other values (16)	16	2.1%
(Missing)	659	84.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
mesenterial	39	20.5%
re	33	17.4%
ub	30	15.8%
rechter	22	11.6%
unterbauch	20	10.5%
reub	12	6.3%
mb	6	3.2%
ileocoecal	4	2.1%
mittelbauch	2	1.1%
inguinal	2	1.1%
Other values (16)	20	10.5%

Most occurring characters

Value	Count	Frequency (%)
e	254	19.6%
r	155	12.0%
t	91	7.0%
a	81	6.2%
n	74	5.7%
	74	5.7%
l	71	5.5%
i	68	5.2%
U	64	4.9%
c	57	4.4%
Other values (24)	308	23.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1297	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	254	19.6%
r	155	12.0%
t	91	7.0%
a	81	6.2%
n	74	5.7%
	74	5.7%
l	71	5.5%
i	68	5.2%
U	64	4.9%
c	57	4.4%
Other values (24)	308	23.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1297	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	254	19.6%
r	155	12.0%
t	91	7.0%
a	81	6.2%
n	74	5.7%
	74	5.7%
l	71	5.5%
i	68	5.2%
U	64	4.9%
c	57	4.4%
Other values (24)	308	23.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1297	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	254	19.6%
r	155	12.0%
t	91	7.0%
a	81	6.2%
n	74	5.7%
	74	5.7%
l	71	5.5%
i	68	5.2%
U	64	4.9%
c	57	4.4%
Other values (24)	308	23.7%

Bowel_Wall_Thickening
Boolean

High correlation Missing

Distinct	2
Distinct (%)	2.0%
Missing	681
Missing (%)	87.3%
Memory size	7.6 KiB

True	55
False	44
(Missing)	681

Value	Count	Frequency (%)
True	55	7.1%
False	44	5.6%
(Missing)	681	87.3%

Conglomerate_of_Bowel_Loops
Boolean

High correlation Missing

Distinct	2
Distinct (%)	4.7%
Missing	737
Missing (%)	94.5%
Memory size	7.6 KiB

False	22
True	21
(Missing)	737

Value	Count	Frequency (%)
False	22	2.8%
True	21	2.7%
(Missing)	737	94.5%

Ileus
Boolean

High correlation Missing

Distinct	2
Distinct (%)	3.3%
Missing	720
Missing (%)	92.3%
Memory size	7.6 KiB

False	37
True	23
(Missing)	720

Value	Count	Frequency (%)
False	37	4.7%
True	23	2.9%
(Missing)	720	92.3%

Coprostasis
Boolean

High correlation Missing

Distinct	2
Distinct (%)	2.8%
Missing	709
Missing (%)	90.9%
Memory size	7.6 KiB

True	46
False	25
(Missing)	709

Value	Count	Frequency (%)
True	46	5.9%
False	25	3.2%
(Missing)	709	90.9%

Meteorism
Boolean

High correlation Imbalance Missing

Distinct	2
Distinct (%)	1.4%
Missing	640
Missing (%)	82.1%
Memory size	7.6 KiB

True	129
False	11
(Missing)	640

Value	Count	Frequency (%)
True	129	16.5%
False	11	1.4%
(Missing)	640	82.1%

Enteritis
Boolean

High correlation Missing

Distinct	2
Distinct (%)	3.0%
Missing	714
Missing (%)	91.5%
Memory size	7.6 KiB

True	51
False	15
(Missing)	714

Value	Count	Frequency (%)
True	51	6.5%
False	15	1.9%
(Missing)	714	91.5%

Gynecological_Findings
Text

Missing

Distinct	14
Distinct (%)	53.8%
Missing	754
Missing (%)	96.7%
Memory size	31.7 KiB

Length

Max length	187
Median length	59
Mean length	20.769231
Min length	2

Characters and Unicode

Total characters	540
Distinct characters	41
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	11 ?
Unique (%)	42.3%

Sample

1st row	Ovarialzyste
2nd row	Zyste Uterus
3rd row	Ovarialzyste
4th row	Ovarialzyste
5th row	Ovarialzyste

Value	Count	Frequency (%)
keine	10	15.2%
ovarialzyste	6	9.1%
beschwerden	2	3.0%
rechts	2	3.0%
perfusion	2	3.0%
ursache	2	3.0%
der	2	3.0%
mit	2	3.0%
ausschluss	2	3.0%
ovarialzysten	2	3.0%
Other values (34)	34	51.5%

Most occurring characters

Value	Count	Frequency (%)
e	77	14.3%
i	42	7.8%
	41	7.6%
r	39	7.2%
s	38	7.0%
a	36	6.7%
n	35	6.5%
t	26	4.8%
l	24	4.4%
k	16	3.0%
Other values (31)	166	30.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	540	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	77	14.3%
i	42	7.8%
	41	7.6%
r	39	7.2%
s	38	7.0%
a	36	6.7%
n	35	6.5%
t	26	4.8%
l	24	4.4%
k	16	3.0%
Other values (31)	166	30.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	540	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	77	14.3%
i	42	7.8%
	41	7.6%
r	39	7.2%
s	38	7.0%
a	36	6.7%
n	35	6.5%
t	26	4.8%
l	24	4.4%
k	16	3.0%
Other values (31)	166	30.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	540	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	77	14.3%
i	42	7.8%
	41	7.6%
r	39	7.2%
s	38	7.0%
a	36	6.7%
n	35	6.5%
t	26	4.8%
l	24	4.4%
k	16	3.0%
Other values (31)	166	30.7%

Interactions

Correlations

	Age	Alvarado_Score	Appendicolith	Appendicular_Abscess	Appendix_Diameter	Appendix_Wall_Layers	Appendix_on_US	BMI	Body_Temperature	Bowel_Wall_Thickening	CRP	Conglomerate_of_Bowel_Loops	Contralateral_Rebound_Tenderness	Coprostasis	Coughing_Pain	Dysuria	Enteritis	Free_Fluids	Height	Hemoglobin	Ileus	Ipsilateral_Rebound_Tenderness	Ketones_in_Urine	Length_of_Stay	Loss_of_Appetite	Lower_Right_Abd_Pain	Lymph_Nodes_Location	Meteorism	Migratory_Pain	Nausea	Neutrophil_Percentage	Neutrophilia	Paedriatic_Appendicitis_Score	Pathological_Lymph_Nodes	Perforation	Perfusion	Peritonitis	Psoas_Sign	RBC_Count	RBC_in_Urine	RDW	Segmented_Neutrophils	Sex	Stool	Surrounding_Tissue_Reaction	Target_Sign	Thrombocyte_Count	US_Performed	WBC_Count	WBC_in_Urine	Weight
Age	1.000	-0.197	0.000	0.165	-0.013	0.139	0.125	0.561	-0.269	0.177	-0.188	0.000	0.074	0.000	0.000	0.098	0.000	0.138	0.865	0.316	0.216	0.000	0.134	-0.103	0.071	0.052	0.000	0.000	0.111	0.038	-0.189	0.194	-0.138	0.000	0.227	0.322	0.105	0.199	0.063	0.142	-0.082	-0.449	0.185	0.155	0.082	0.071	-0.272	0.052	-0.258	0.074	0.814
Alvarado_Score	-0.197	1.000	0.491	0.000	0.365	0.192	0.047	-0.141	0.423	0.335	0.472	0.160	0.418	0.159	0.184	0.000	0.000	0.162	-0.154	-0.089	0.224	0.195	0.245	0.365	0.399	0.323	0.000	0.087	0.375	0.502	0.723	0.739	0.828	0.082	0.116	0.060	0.208	0.000	-0.019	0.076	0.081	0.706	0.076	0.000	0.360	0.236	0.073	0.000	0.693	0.045	-0.174
Appendicolith	0.000	0.491	1.000	0.289	0.000	0.292	0.057	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	1.000	0.304	0.000	0.159	0.000	0.102	0.242	0.340	0.338	0.000	0.577	0.000	0.000	0.000	0.391	0.360	0.219	0.000	0.635	0.334	0.156	0.300	0.155	0.168	0.000	0.632	0.364	0.017	0.366	0.000	0.000	1.000	0.056	0.000	0.000
Appendicular_Abscess	0.165	0.000	0.289	1.000	0.366	0.319	0.363	0.223	0.189	0.000	0.303	0.559	0.000	0.000	0.123	0.000	0.000	0.000	0.071	0.000	0.595	0.052	0.131	0.204	0.130	0.000	0.317	0.000	0.000	0.000	0.000	0.173	0.000	0.000	0.831	0.000	0.224	0.000	0.102	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.214	1.000	0.146	0.000	0.089
Appendix_Diameter	-0.013	0.365	0.000	0.366	1.000	0.163	0.000	0.020	0.139	0.215	0.441	0.000	0.014	0.482	0.000	0.000	0.429	0.229	0.030	0.021	0.376	0.077	0.122	0.414	0.122	0.000	0.259	0.082	0.000	0.144	0.349	0.302	0.273	0.116	0.216	0.228	0.206	0.152	0.029	0.080	0.029	0.307	0.071	0.040	0.356	0.408	0.031	0.000	0.376	0.111	0.036
Appendix_Wall_Layers	0.139	0.192	0.292	0.319	0.163	1.000	0.046	0.000	0.098	0.260	0.139	0.000	0.125	0.353	0.273	0.000	0.584	0.209	0.208	0.000	0.045	0.226	0.053	0.330	0.182	0.038	0.000	0.000	0.000	0.000	0.073	0.212	0.192	0.000	0.235	0.346	0.245	0.000	0.000	0.000	1.000	0.500	0.078	0.000	0.303	0.205	0.127	1.000	0.081	0.000	0.174
Appendix_on_US	0.125	0.047	0.057	0.363	0.000	0.046	1.000	0.157	0.094	0.000	0.059	0.373	0.080	0.165	0.050	0.050	0.189	0.091	0.114	0.000	0.157	0.000	0.000	0.105	0.000	0.131	0.000	0.223	0.096	0.000	0.000	0.054	0.069	0.000	0.301	0.000	0.047	0.000	0.000	0.000	0.025	0.000	0.105	0.098	0.049	0.618	0.129	0.098	0.080	0.000	0.159
BMI	0.561	-0.141	0.000	0.223	0.020	0.000	0.157	1.000	-0.185	0.264	-0.086	0.240	0.000	0.000	0.000	0.000	0.000	0.016	0.562	0.189	0.000	0.032	0.110	-0.103	0.000	0.024	0.354	0.123	0.000	0.000	-0.178	0.188	-0.109	0.281	0.000	0.000	0.014	0.094	0.111	0.000	0.056	-0.238	0.123	0.000	0.271	0.168	-0.072	0.000	-0.145	0.058	0.868
Body_Temperature	-0.269	0.423	0.000	0.189	0.139	0.098	0.094	-0.185	1.000	0.379	0.474	0.468	0.036	0.000	0.000	0.000	0.000	0.084	-0.224	-0.097	0.292	0.000	0.143	0.278	0.000	0.000	0.146	0.291	0.023	0.114	0.344	0.332	0.317	0.000	0.278	0.000	0.190	0.025	-0.032	0.023	0.087	0.145	0.000	0.102	0.134	0.181	-0.004	0.025	0.302	0.064	-0.246
Bowel_Wall_Thickening	0.177	0.335	0.000	0.000	0.215	0.260	0.000	0.264	0.379	1.000	0.437	0.395	0.000	0.116	0.079	0.000	0.208	0.161	0.235	0.203	0.000	0.000	0.453	0.426	0.299	0.000	0.416	0.000	0.000	0.000	0.361	0.243	0.263	0.485	0.635	0.000	0.219	0.000	0.000	0.066	1.000	0.000	0.033	0.260	0.108	0.477	0.000	1.000	0.258	0.000	0.259
CRP	-0.188	0.472	0.000	0.303	0.441	0.139	0.059	-0.086	0.474	0.437	1.000	0.269	0.089	0.152	0.000	0.000	0.000	0.098	-0.161	-0.114	0.604	0.165	0.187	0.430	0.194	0.045	0.307	0.211	0.037	0.139	0.446	0.224	0.353	0.088	0.252	0.000	0.227	0.030	-0.038	0.174	0.186	0.517	0.000	0.185	0.153	0.069	0.056	0.056	0.442	0.106	-0.144
Conglomerate_of_Bowel_Loops	0.000	0.160	1.000	0.559	0.000	0.000	0.373	0.240	0.468	0.395	0.269	1.000	0.000	0.000	0.243	0.000	0.773	0.000	0.173	0.000	0.582	0.000	0.547	0.297	0.615	0.000	0.447	0.182	0.000	0.000	0.152	0.000	0.330	0.508	0.784	0.000	0.231	0.000	0.000	0.000	0.000	NaN	0.000	0.108	0.342	0.000	0.130	1.000	0.436	0.000	0.449
Contralateral_Rebound_Tenderness	0.074	0.418	0.000	0.000	0.014	0.125	0.080	0.000	0.036	0.000	0.089	0.000	1.000	0.167	0.205	0.000	0.000	0.048	0.059	0.041	0.000	0.232	0.067	0.159	0.136	0.081	0.000	0.000	0.104	0.112	0.137	0.123	0.257	0.000	0.161	0.130	0.065	0.225	0.000	0.081	0.000	0.000	0.023	0.000	0.086	0.075	0.039	0.000	0.086	0.000	0.058
Coprostasis	0.000	0.159	0.000	0.000	0.482	0.353	0.165	0.000	0.000	0.116	0.152	0.000	0.167	1.000	0.000	0.000	0.491	0.000	0.000	0.000	0.000	0.194	0.000	0.651	0.000	0.000	0.645	0.424	0.000	0.000	0.247	0.208	0.102	0.471	0.447	0.000	0.339	0.000	0.152	0.223	1.000	0.000	0.000	0.013	0.000	0.154	0.000	1.000	0.270	0.053	0.046
Coughing_Pain	0.000	0.184	0.000	0.123	0.000	0.273	0.050	0.000	0.000	0.079	0.000	0.243	0.205	0.000	1.000	0.000	0.000	0.000	0.114	0.000	0.000	0.042	0.000	0.000	0.118	0.099	0.251	0.000	0.079	0.056	0.096	0.000	0.557	0.000	0.164	0.000	0.054	0.141	0.000	0.014	0.000	0.355	0.000	0.000	0.060	0.000	0.067	0.000	0.000	0.000	0.076
Dysuria	0.098	0.000	0.000	0.000	0.000	0.000	0.050	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.243	0.000	0.045	0.000	0.000	0.000	0.033	0.048	0.000	0.000	0.059	0.062	0.055	0.000	0.000	0.027	0.066	0.000	0.195	0.167	0.061	0.074	0.000	0.000	0.000	1.000	0.034	0.080	0.034	0.000	0.000	0.000	0.000	0.000	0.085
Enteritis	0.000	0.000	1.000	0.000	0.429	0.584	0.189	0.000	0.000	0.208	0.000	0.773	0.000	0.491	0.000	0.243	1.000	0.218	0.000	0.189	0.000	0.000	0.000	0.426	0.199	0.000	1.000	0.638	0.132	0.000	0.000	0.000	0.000	0.422	0.755	0.000	0.719	0.000	0.000	0.098	0.000	0.500	0.000	0.000	0.000	0.000	0.122	1.000	0.265	0.000	0.000
Free_Fluids	0.138	0.162	0.304	0.000	0.229	0.209	0.091	0.016	0.084	0.161	0.098	0.000	0.048	0.000	0.000	0.000	0.218	1.000	0.140	0.000	0.277	0.049	0.137	0.273	0.057	0.036	0.155	0.107	0.041	0.079	0.183	0.182	0.124	0.056	0.168	0.130	0.151	0.048	0.000	0.000	0.041	0.000	0.000	0.000	0.271	0.270	0.047	1.000	0.123	0.000	0.124
Height	0.865	-0.154	0.000	0.071	0.030	0.208	0.114	0.562	-0.224	0.235	-0.161	0.173	0.059	0.000	0.114	0.045	0.000	0.140	1.000	0.328	0.142	0.086	0.146	-0.102	0.127	0.097	0.000	0.000	0.055	0.000	-0.147	0.178	-0.119	0.230	0.131	0.281	0.103	0.175	0.099	0.137	-0.062	-0.306	0.271	0.225	0.043	0.263	-0.267	0.000	-0.209	0.086	0.879
Hemoglobin	0.316	-0.089	0.159	0.000	0.021	0.000	0.000	0.189	-0.097	0.203	-0.114	0.000	0.041	0.000	0.000	0.000	0.189	0.000	0.328	1.000	0.000	0.088	0.040	-0.069	0.039	0.073	0.430	0.189	0.000	0.000	-0.090	0.090	-0.076	0.000	0.126	0.000	0.127	0.000	0.726	0.028	-0.149	-0.194	0.114	0.133	0.134	0.160	-0.096	0.000	-0.122	0.042	0.298
Ileus	0.216	0.224	0.000	0.595	0.376	0.045	0.157	0.000	0.292	0.000	0.604	0.582	0.000	0.000	0.000	0.000	0.000	0.277	0.142	0.000	1.000	0.000	0.396	0.516	0.277	0.000	0.224	0.000	0.000	0.252	0.457	0.207	0.355	0.000	0.698	0.482	0.302	0.000	0.000	0.240	1.000	0.000	0.000	0.000	0.165	0.000	0.194	1.000	0.244	0.000	0.000
Ipsilateral_Rebound_Tenderness	0.000	0.195	0.102	0.052	0.077	0.226	0.000	0.032	0.000	0.000	0.165	0.000	0.232	0.194	0.042	0.000	0.000	0.049	0.086	0.088	0.000	1.000	0.085	0.117	0.045	0.000	0.000	0.000	0.008	0.000	0.148	0.134	0.147	0.000	0.000	0.000	0.105	0.000	0.000	0.142	0.000	0.402	0.000	0.030	0.000	0.000	0.000	0.000	0.115	0.000	0.072
Ketones_in_Urine	0.134	0.245	0.242	0.131	0.122	0.053	0.000	0.110	0.143	0.453	0.187	0.547	0.067	0.000	0.000	0.033	0.000	0.137	0.146	0.040	0.396	0.085	1.000	0.171	0.270	0.000	0.000	0.000	0.000	0.179	0.220	0.378	0.194	0.000	0.180	0.000	0.108	0.075	0.023	0.151	0.000	0.000	0.063	0.000	0.227	0.000	0.037	0.000	0.180	0.105	0.173
Length_of_Stay	-0.103	0.365	0.340	0.204	0.414	0.330	0.105	-0.103	0.278	0.426	0.430	0.297	0.159	0.651	0.000	0.048	0.426	0.273	-0.102	-0.069	0.516	0.117	0.171	1.000	0.203	0.061	0.271	0.243	0.000	0.206	0.288	0.285	0.271	0.000	0.370	0.032	0.366	0.000	-0.033	0.160	0.097	0.214	0.000	0.191	0.377	0.131	0.054	0.000	0.307	0.000	-0.120
Loss_of_Appetite	0.071	0.399	0.338	0.130	0.122	0.182	0.000	0.000	0.000	0.299	0.194	0.615	0.136	0.000	0.118	0.000	0.199	0.057	0.127	0.039	0.277	0.045	0.270	0.203	1.000	0.041	0.127	0.000	0.089	0.372	0.168	0.165	0.487	0.151	0.312	0.171	0.098	0.000	0.087	0.056	0.036	0.000	0.000	0.000	0.130	0.000	0.061	0.047	0.199	0.072	0.112
Lower_Right_Abd_Pain	0.052	0.323	0.000	0.000	0.000	0.038	0.131	0.024	0.000	0.000	0.045	0.000	0.081	0.000	0.099	0.000	0.000	0.036	0.097	0.073	0.000	0.000	0.000	0.061	0.041	1.000	0.000	0.000	0.120	0.054	0.000	0.000	0.459	0.000	0.379	0.000	0.000	0.050	0.000	0.000	0.000	0.000	0.000	0.167	0.000	0.000	0.193	0.000	0.000	0.090	0.133
Lymph_Nodes_Location	0.000	0.000	0.577	0.317	0.259	0.000	0.000	0.354	0.146	0.416	0.307	0.447	0.000	0.645	0.251	0.059	1.000	0.155	0.000	0.430	0.224	0.000	0.000	0.271	0.127	0.000	1.000	1.000	0.229	0.000	0.000	0.344	0.073	1.000	0.247	0.000	0.333	0.000	0.641	0.000	1.000	0.000	0.070	0.000	0.379	0.348	0.000	1.000	0.373	0.338	0.142
Meteorism	0.000	0.087	0.000	0.000	0.082	0.000	0.223	0.123	0.291	0.000	0.211	0.182	0.000	0.424	0.000	0.062	0.638	0.107	0.000	0.189	0.000	0.000	0.000	0.243	0.000	0.000	1.000	1.000	0.000	0.105	0.080	0.145	0.000	0.382	0.358	0.000	0.384	0.000	0.000	0.137	0.000	1.000	0.000	0.000	0.000	0.000	0.000	1.000	0.051	0.000	0.058
Migratory_Pain	0.111	0.375	0.000	0.000	0.000	0.000	0.096	0.000	0.023	0.000	0.037	0.000	0.104	0.000	0.079	0.055	0.132	0.041	0.055	0.000	0.000	0.008	0.000	0.000	0.089	0.120	0.229	0.000	1.000	0.076	0.000	0.014	0.367	0.000	0.000	0.116	0.000	0.098	0.000	0.045	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.069	0.106
Nausea	0.038	0.502	0.000	0.000	0.144	0.000	0.000	0.000	0.114	0.000	0.139	0.000	0.112	0.000	0.056	0.000	0.000	0.079	0.000	0.000	0.252	0.000	0.179	0.206	0.372	0.054	0.000	0.105	0.076	1.000	0.317	0.280	0.509	0.076	0.000	0.195	0.136	0.000	0.000	0.066	0.027	0.318	0.000	0.059	0.069	0.000	0.000	0.000	0.187	0.000	0.048
Neutrophil_Percentage	-0.189	0.723	0.391	0.000	0.349	0.073	0.000	-0.178	0.344	0.361	0.446	0.152	0.137	0.247	0.096	0.000	0.000	0.183	-0.147	-0.090	0.457	0.148	0.220	0.288	0.168	0.000	0.000	0.080	0.000	0.317	1.000	0.945	0.583	0.000	0.000	0.208	0.205	0.162	-0.030	0.000	0.050	NaN	0.133	0.000	0.350	0.261	0.108	0.143	0.725	0.115	-0.205
Neutrophilia	0.194	0.739	0.360	0.173	0.302	0.212	0.054	0.188	0.332	0.243	0.224	0.000	0.123	0.208	0.000	0.027	0.000	0.182	0.178	0.090	0.207	0.134	0.378	0.285	0.165	0.000	0.344	0.145	0.014	0.280	0.945	1.000	0.577	0.000	0.073	0.203	0.296	0.126	0.000	0.111	0.040	0.856	0.117	0.000	0.208	0.270	0.032	0.000	0.647	0.000	0.213
Paedriatic_Appendicitis_Score	-0.138	0.828	0.219	0.000	0.273	0.192	0.069	-0.109	0.317	0.263	0.353	0.330	0.257	0.102	0.557	0.066	0.000	0.124	-0.119	-0.076	0.355	0.147	0.194	0.271	0.487	0.459	0.073	0.000	0.367	0.509	0.583	0.577	1.000	0.101	0.000	0.157	0.186	0.000	-0.014	0.000	0.087	0.500	0.099	0.033	0.277	0.200	0.037	0.000	0.517	0.000	-0.134
Pathological_Lymph_Nodes	0.000	0.082	0.000	0.000	0.116	0.000	0.000	0.281	0.000	0.485	0.088	0.508	0.000	0.471	0.000	0.000	0.422	0.056	0.230	0.000	0.000	0.000	0.000	0.000	0.151	0.000	1.000	0.382	0.000	0.076	0.000	0.000	0.101	1.000	0.122	0.000	0.149	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.174	0.000	0.000	1.000	0.132	0.000	0.234
Perforation	0.227	0.116	0.635	0.831	0.216	0.235	0.301	0.000	0.278	0.635	0.252	0.784	0.161	0.447	0.164	0.195	0.755	0.168	0.131	0.126	0.698	0.000	0.180	0.370	0.312	0.379	0.247	0.358	0.000	0.000	0.000	0.073	0.000	0.122	1.000	0.147	0.246	0.120	0.000	0.250	1.000	0.345	0.000	0.000	0.310	0.043	0.000	1.000	0.301	0.000	0.233
Perfusion	0.322	0.060	0.334	0.000	0.228	0.346	0.000	0.000	0.000	0.000	0.000	0.000	0.130	0.000	0.000	0.167	0.000	0.130	0.281	0.000	0.482	0.000	0.000	0.032	0.171	0.000	0.000	0.000	0.116	0.195	0.208	0.203	0.157	0.000	0.147	1.000	0.162	0.000	0.000	0.000	0.000	0.447	0.000	0.000	0.000	1.000	0.000	1.000	0.000	0.000	0.146
Peritonitis	0.105	0.208	0.156	0.224	0.206	0.245	0.047	0.014	0.190	0.219	0.227	0.231	0.065	0.339	0.054	0.061	0.719	0.151	0.103	0.127	0.302	0.105	0.108	0.366	0.098	0.000	0.333	0.384	0.000	0.136	0.205	0.296	0.186	0.149	0.246	0.162	1.000	0.000	0.000	0.044	0.093	0.165	0.106	0.114	0.275	0.171	0.069	0.000	0.231	0.070	0.064
Psoas_Sign	0.199	0.000	0.300	0.000	0.152	0.000	0.000	0.094	0.025	0.000	0.030	0.000	0.225	0.000	0.141	0.074	0.000	0.048	0.175	0.000	0.000	0.000	0.075	0.000	0.000	0.050	0.000	0.000	0.098	0.000	0.162	0.126	0.000	0.000	0.120	0.000	0.000	1.000	0.000	0.000	0.000	0.270	0.089	0.000	0.072	0.000	0.000	0.000	0.144	0.031	0.186
RBC_Count	0.063	-0.019	0.155	0.102	0.029	0.000	0.000	0.111	-0.032	0.000	-0.038	0.000	0.000	0.152	0.000	0.000	0.000	0.000	0.099	0.726	0.000	0.000	0.023	-0.033	0.087	0.000	0.641	0.000	0.000	0.000	-0.030	0.000	-0.014	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.190	-0.088	0.183	0.035	0.049	0.050	0.055	0.000	-0.025	0.000	0.128
RBC_in_Urine	0.142	0.076	0.168	0.000	0.080	0.000	0.000	0.000	0.023	0.066	0.174	0.000	0.081	0.223	0.014	0.000	0.098	0.000	0.137	0.028	0.240	0.142	0.151	0.160	0.056	0.000	0.000	0.137	0.045	0.066	0.000	0.111	0.000	0.000	0.250	0.000	0.044	0.000	0.000	1.000	0.000	0.117	0.047	0.000	0.000	0.000	0.000	0.000	0.136	0.137	0.071
RDW	-0.082	0.081	0.000	0.000	0.029	1.000	0.025	0.056	0.087	1.000	0.186	0.000	0.000	1.000	0.000	0.000	0.000	0.041	-0.062	-0.149	1.000	0.000	0.000	0.097	0.036	0.000	1.000	0.000	0.000	0.027	0.050	0.040	0.087	1.000	1.000	0.000	0.093	0.000	0.190	0.000	1.000	0.160	0.000	0.000	0.000	0.000	0.019	0.000	0.076	0.000	-0.006
Segmented_Neutrophils	-0.449	0.706	0.632	1.000	0.307	0.500	0.000	-0.238	0.145	0.000	0.517	NaN	0.000	0.000	0.355	1.000	0.500	0.000	-0.306	-0.194	0.000	0.402	0.000	0.214	0.000	0.000	0.000	1.000	0.000	0.318	NaN	0.856	0.500	0.000	0.345	0.447	0.165	0.270	-0.088	0.117	0.160	1.000	0.000	0.000	0.345	0.447	0.022	0.000	0.709	0.000	-0.316
Sex	0.185	0.076	0.364	0.000	0.071	0.078	0.105	0.123	0.000	0.033	0.000	0.000	0.023	0.000	0.000	0.034	0.000	0.000	0.271	0.114	0.000	0.000	0.063	0.000	0.000	0.000	0.070	0.000	0.000	0.000	0.133	0.117	0.099	0.000	0.000	0.000	0.106	0.089	0.183	0.047	0.000	0.000	1.000	0.025	0.000	0.093	0.031	0.000	0.165	0.237	0.207
Stool	0.155	0.000	0.017	0.000	0.040	0.000	0.098	0.000	0.102	0.260	0.185	0.108	0.000	0.013	0.000	0.080	0.000	0.000	0.225	0.133	0.000	0.030	0.000	0.191	0.000	0.167	0.000	0.000	0.000	0.059	0.000	0.000	0.033	0.000	0.000	0.000	0.114	0.000	0.035	0.000	0.000	0.000	0.025	1.000	0.000	0.052	0.092	0.000	0.054	0.000	0.165
Surrounding_Tissue_Reaction	0.082	0.360	0.366	0.000	0.356	0.303	0.049	0.271	0.134	0.108	0.153	0.342	0.086	0.000	0.060	0.034	0.000	0.271	0.043	0.134	0.165	0.000	0.227	0.377	0.130	0.000	0.379	0.000	0.000	0.069	0.350	0.208	0.277	0.174	0.310	0.000	0.275	0.072	0.049	0.000	0.000	0.345	0.000	0.000	1.000	0.230	0.000	1.000	0.238	0.000	0.204
Target_Sign	0.071	0.236	0.000	0.000	0.408	0.205	0.618	0.168	0.181	0.477	0.069	0.000	0.075	0.154	0.000	0.000	0.000	0.270	0.263	0.160	0.000	0.000	0.000	0.131	0.000	0.000	0.348	0.000	0.000	0.000	0.261	0.270	0.200	0.000	0.043	1.000	0.171	0.000	0.050	0.000	0.000	0.447	0.093	0.052	0.230	1.000	0.082	1.000	0.215	0.090	0.234
Thrombocyte_Count	-0.272	0.073	0.000	0.214	0.031	0.127	0.129	-0.072	-0.004	0.000	0.056	0.130	0.039	0.000	0.067	0.000	0.122	0.047	-0.267	-0.096	0.194	0.000	0.037	0.054	0.061	0.193	0.000	0.000	0.000	0.000	0.108	0.032	0.037	0.000	0.000	0.000	0.069	0.000	0.055	0.000	0.019	0.022	0.031	0.092	0.000	0.082	1.000	0.000	0.311	0.070	-0.196
US_Performed	0.052	0.000	1.000	1.000	0.000	1.000	0.098	0.000	0.025	1.000	0.056	1.000	0.000	1.000	0.000	0.000	1.000	1.000	0.000	0.000	1.000	0.000	0.000	0.000	0.047	0.000	1.000	1.000	0.000	0.000	0.143	0.000	0.000	1.000	1.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	1.000	0.000	1.000	0.022	0.000	0.000
WBC_Count	-0.258	0.693	0.056	0.146	0.376	0.081	0.080	-0.145	0.302	0.258	0.442	0.436	0.086	0.270	0.000	0.000	0.265	0.123	-0.209	-0.122	0.244	0.115	0.180	0.307	0.199	0.000	0.373	0.051	0.000	0.187	0.725	0.647	0.517	0.132	0.301	0.000	0.231	0.144	-0.025	0.136	0.076	0.709	0.165	0.054	0.238	0.215	0.311	0.022	1.000	0.041	-0.211
WBC_in_Urine	0.074	0.045	0.000	0.000	0.111	0.000	0.000	0.058	0.064	0.000	0.106	0.000	0.000	0.053	0.000	0.000	0.000	0.000	0.086	0.042	0.000	0.000	0.105	0.000	0.072	0.090	0.338	0.000	0.069	0.000	0.115	0.000	0.000	0.000	0.000	0.000	0.070	0.031	0.000	0.137	0.000	0.000	0.237	0.000	0.000	0.090	0.070	0.000	0.041	1.000	0.079
Weight	0.814	-0.174	0.000	0.089	0.036	0.174	0.159	0.868	-0.246	0.259	-0.144	0.449	0.058	0.046	0.076	0.085	0.000	0.124	0.879	0.298	0.000	0.072	0.173	-0.120	0.112	0.133	0.142	0.058	0.106	0.048	-0.205	0.213	-0.134	0.234	0.233	0.146	0.064	0.186	0.128	0.071	-0.006	-0.316	0.207	0.165	0.204	0.234	-0.196	0.000	-0.211	0.079	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	Age	BMI	Sex	Height	Weight	Length_of_Stay	Alvarado_Score	Paedriatic_Appendicitis_Score	Appendix_on_US	Appendix_Diameter	Migratory_Pain	Lower_Right_Abd_Pain	Contralateral_Rebound_Tenderness	Coughing_Pain	Nausea	Loss_of_Appetite	Body_Temperature	WBC_Count	Neutrophil_Percentage	Segmented_Neutrophils	Neutrophilia	RBC_Count	Hemoglobin	RDW	Thrombocyte_Count	Ketones_in_Urine	RBC_in_Urine	WBC_in_Urine	CRP	Dysuria	Stool	Peritonitis	Psoas_Sign	Ipsilateral_Rebound_Tenderness	US_Performed	Free_Fluids	Appendix_Wall_Layers	Target_Sign	Appendicolith	Perfusion	Perforation	Surrounding_Tissue_Reaction	Appendicular_Abscess	Abscess_Location	Pathological_Lymph_Nodes	Lymph_Nodes_Location	Bowel_Wall_Thickening	Conglomerate_of_Bowel_Loops	Ileus	Coprostasis	Meteorism	Enteritis	Gynecological_Findings
0	12.68	16.9	female	148.0	37.0	3.0	4.0	3.0	yes	7.1	no	yes	yes	no	no	yes	37.0	7.7	68.2	NaN	no	5.27	14.8	12.2	254.0	++	+	no	0.0	no	normal	no	yes	no	yes	no	intact	NaN	suspected	NaN	no	yes	no	NaN	yes	reUB	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1	14.10	31.9	male	147.0	69.5	2.0	5.0	4.0	no	NaN	yes	yes	yes	no	no	yes	36.9	8.1	64.8	NaN	no	5.26	15.7	12.7	151.0	no	no	no	3.0	yes	normal	no	yes	no	yes	no	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	yes	NaN	NaN
2	14.14	23.3	female	163.0	62.0	4.0	5.0	3.0	no	NaN	no	yes	yes	no	no	no	36.6	13.2	74.8	NaN	no	3.98	11.4	12.2	300.0	no	no	no	3.0	no	constipation	no	yes	no	yes	no	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	yes	yes	NaN
3	16.37	20.6	female	165.0	56.0	3.0	7.0	6.0	no	NaN	yes	yes	no	no	yes	yes	36.0	11.4	63.0	NaN	no	4.64	13.6	13.2	258.0	no	no	no	0.0	yes	normal	no	yes	no	yes	no	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	yes	reUB	NaN	NaN	NaN	NaN	NaN	yes	NaN
4	11.08	16.9	female	163.0	45.0	3.0	5.0	6.0	yes	7.0	no	yes	yes	yes	yes	yes	36.9	8.1	44.0	NaN	no	4.44	12.6	13.6	311.0	no	no	no	0.0	no	constipation	no	yes	no	yes	no	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	yes	reUB	NaN	NaN	NaN	NaN	NaN	yes	NaN
5	11.05	30.7	male	121.0	45.0	3.0	6.0	7.0	no	NaN	yes	yes	yes	yes	yes	yes	36.9	9.5	71.4	NaN	no	4.96	12.5	13.3	249.0	++	no	no	63.0	no	diarrhea	no	yes	no	yes	no	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
6	8.98	19.4	female	140.0	38.5	3.0	5.0	6.0	no	NaN	no	yes	yes	yes	yes	yes	36.7	10.0	69.1	NaN	no	4.77	12.7	12.6	337.0	no	no	+	9.0	no	normal	no	yes	no	yes	no	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
7	7.06	NaN	female	NaN	21.5	2.0	3.0	3.0	no	NaN	no	no	no	no	yes	yes	36.8	8.0	79.6	NaN	yes	4.89	12.0	13.9	412.0	NaN	NaN	NaN	0.0	no	normal	no	no	no	yes	no	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	yes	re UB	no	NaN	NaN	NaN	NaN	NaN	NaN
8	7.90	15.7	male	131.0	26.7	3.0	7.0	6.0	yes	3.7	no	yes	no	no	no	yes	37.3	20.9	76.0	NaN	yes	4.61	13.4	12.0	350.0	+++	+	no	20.0	no	normal	no	no	no	yes	yes	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	yes	NaN	NaN	NaN	NaN	NaN	yes	NaN	NaN
9	14.34	14.9	male	174.0	45.5	3.0	4.0	4.0	yes	8.0	no	yes	no	no	yes	yes	37.1	5.8	47.2	NaN	no	4.78	12.9	12.6	220.0	no	no	no	0.0	no	normal	no	no	no	yes	no	intact	NaN	NaN	NaN	NaN	yes	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

	Age	BMI	Sex	Height	Weight	Length_of_Stay	Alvarado_Score	Paedriatic_Appendicitis_Score	Appendix_on_US	Appendix_Diameter	Migratory_Pain	Lower_Right_Abd_Pain	Contralateral_Rebound_Tenderness	Coughing_Pain	Nausea	Loss_of_Appetite	Body_Temperature	WBC_Count	Neutrophil_Percentage	Segmented_Neutrophils	Neutrophilia	RBC_Count	Hemoglobin	RDW	Thrombocyte_Count	Ketones_in_Urine	RBC_in_Urine	WBC_in_Urine	CRP	Dysuria	Stool	Peritonitis	Psoas_Sign	Ipsilateral_Rebound_Tenderness	US_Performed	Free_Fluids	Appendix_Wall_Layers	Target_Sign	Appendicolith	Perfusion	Perforation	Surrounding_Tissue_Reaction	Appendicular_Abscess	Abscess_Location	Pathological_Lymph_Nodes	Lymph_Nodes_Location	Bowel_Wall_Thickening	Conglomerate_of_Bowel_Loops	Ileus	Coprostasis	Meteorism	Enteritis	Gynecological_Findings
772	11.12	20.25	male	144.0	42.0	8.0	5.0	4.0	no	NaN	no	no	no	no	yes	no	38.0	23.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	3.0	no	normal	local	no	no	yes	yes	NaN	NaN	NaN	NaN	NaN	yes	no	NaN	no	NaN	NaN	NaN	yes	no	yes	NaN	NaN
773	15.07	18.83	female	158.0	47.0	4.0	5.0	7.0	no	NaN	no	yes	no	yes	yes	yes	37.2	8.6	83.8	NaN	yes	4.54	14.0	12.2	176.0	no	no	no	0.0	no	normal	local	NaN	NaN	yes	yes	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	no	NaN	yes	NaN	NaN
774	3.70	12.25	male	103.0	13.0	NaN	5.0	3.0	no	NaN	no	no	no	no	yes	yes	37.8	18.5	75.0	NaN	no	4.22	10.6	16.3	708.0	NaN	NaN	NaN	73.0	no	diarrhea	no	NaN	NaN	yes	no	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	no	no	NaN	NaN	NaN
775	7.88	18.70	male	130.0	31.6	7.0	7.0	6.0	yes	10.0	no	yes	no	no	yes	no	38.2	22.7	90.5	NaN	yes	5.05	13.5	12.3	457.0	NaN	NaN	NaN	44.0	no	normal	generalized	no	NaN	yes	no	NaN	yes	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
776	14.35	19.74	female	151.0	45.0	7.0	4.0	6.0	no	NaN	no	yes	no	yes	yes	yes	38.0	8.8	58.5	NaN	no	4.49	13.8	12.2	246.0	no	no	no	0.0	no	diarrhea	local	yes	NaN	yes	no	NaN	no	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	yes	NaN	Ovarialzysten
777	12.41	25.25	female	166.5	70.0	4.0	8.0	7.0	yes	7.5	yes	yes	no	no	no	yes	39.4	11.4	76.6	NaN	yes	4.95	13.7	13.4	243.0	NaN	NaN	NaN	71.0	no	diarrhea	local	yes	NaN	yes	no	raised	yes	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
778	17.09	20.43	female	158.0	51.0	6.0	5.0	3.0	no	NaN	no	no	no	no	no	yes	37.8	17.4	89.2	NaN	yes	4.52	13.1	12.8	310.0	NaN	NaN	NaN	245.0	no	normal	local	no	NaN	yes	no	NaN	NaN	NaN	NaN	NaN	NaN	yes	Douglas	NaN	NaN	yes	yes	NaN	NaN	NaN	NaN	NaN
779	14.99	19.91	female	152.0	46.0	4.0	5.0	3.0	no	NaN	no	yes	no	no	no	no	37.3	14.6	68.5	NaN	no	4.49	12.7	12.8	328.0	no	no	no	2.0	yes	normal	no	no	no	yes	yes	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	unauffällig
780	7.20	14.30	male	129.3	23.9	5.0	9.0	8.0	yes	14.0	yes	yes	no	yes	yes	no	37.5	17.8	77.0	NaN	yes	4.97	14.3	12.7	345.0	+++	no	no	8.0	no	normal	local	no	no	yes	yes	NaN	yes	NaN	NaN	NaN	yes	NaN	NaN	no	NaN	yes	NaN	no	NaN	NaN	NaN	NaN
781	11.51	18.17	male	146.5	39.0	4.0	2.0	2.0	yes	8.0	no	yes	no	no	no	no	36.8	9.3	70.0	NaN	no	4.64	13.2	12.7	291.0	no	no	no	1.0	no	normal	local	no	NaN	yes	no	raised	NaN	NaN	NaN	NaN	yes	no	NaN	yes	rechter Unterbauch	NaN	NaN	yes	NaN	NaN	NaN	NaN

Overview

Variables

Common Values

Length

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Most occurring scripts

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Most occurring blocks

Most frequent character per block

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Common Values

Length

Common Values (Plot)

Most occurring characters

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Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)